Lyudmila Grigoryeva

About Lyudmila Grigoryeva

Lyudmila Grigoryeva, With an exceptional h-index of 14 and a recent h-index of 12 (since 2020), a distinguished researcher at Universität Konstanz, specializes in the field of Applied mathematics and statistics.

His recent articles reflect a diverse array of research interests and contributions to the field:

Tracing curves in the plane: geometric-invariant learning from human demonstrations

Reservoir computing for macroeconomic forecasting with mixed-frequency data

Learning strange attractors with reservoir systems

Memory of recurrent networks: Do we compute it right?

Infinite-dimensional reservoir computing

THE ANNALS

Approximation bounds for random neural networks and reservoir systems

Reservoir kernels and Volterra series

Lyudmila Grigoryeva Information

University

Position

Assistant Professor at

Citations(all)

744

Citations(since 2020)

632

Cited By

305

hIndex(all)

14

hIndex(since 2020)

12

i10Index(all)

18

i10Index(since 2020)

15

Email

University Profile Page

Google Scholar

Lyudmila Grigoryeva Skills & Research Interests

Applied mathematics and statistics

Top articles of Lyudmila Grigoryeva

Tracing curves in the plane: geometric-invariant learning from human demonstrations

Plos one

2024/2/28

Reservoir computing for macroeconomic forecasting with mixed-frequency data

International Journal of Forecasting

2023/12/7

Learning strange attractors with reservoir systems

Nonlinearity

2023/7/27

Lyudmila Grigoryeva
Lyudmila Grigoryeva

H-Index: 9

Juan-Pablo Ortega
Juan-Pablo Ortega

H-Index: 14

Memory of recurrent networks: Do we compute it right?

arXiv preprint arXiv:2305.01457

2023/5/2

Lyudmila Grigoryeva
Lyudmila Grigoryeva

H-Index: 9

Juan-Pablo Ortega
Juan-Pablo Ortega

H-Index: 14

Infinite-dimensional reservoir computing

arXiv preprint arXiv:2304.00490

2023/4/2

Approximation bounds for random neural networks and reservoir systems

The Annals of Applied Probability

2023/2

Reservoir kernels and Volterra series

arXiv preprint arXiv:2212.14641

2022/12/30

Dimension reduction in recurrent networks by canonicalization

Journal of Geometric Mechanics

2021/12

Lyudmila Grigoryeva
Lyudmila Grigoryeva

H-Index: 9

Juan-Pablo Ortega
Juan-Pablo Ortega

H-Index: 14

Expressive power of randomized signature

2021/9/27

Chaos on compact manifolds: Differentiable synchronizations beyond the Takens theorem

Physical Review E

2021/6/3

Lyudmila Grigoryeva
Lyudmila Grigoryeva

H-Index: 9

Juan-Pablo Ortega
Juan-Pablo Ortega

H-Index: 14

Discrete-time signatures and randomness in reservoir computing

IEEE Transactions on Neural Networks and Learning Systems

2021/5/26

Memory and forecasting capacities of nonlinear recurrent networks

Physica D: Nonlinear Phenomena

2020/12/15

Risk bounds for reservoir computing

Journal of Machine Learning Research

2020

See List of Professors in Lyudmila Grigoryeva University(Universität Konstanz)

Co-Authors

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